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Renliang Weng

3 accepted papers

2026

GEM: Generating LiDAR World Model via Deformable Mamba

CVPR 2026

World models, which simulate environmental dynamics and generate sensor observations, are gaining increasing attention in autonomous driving. However, progress in LiDAR-based world models has lagged behind those built on camera videos or occupancy data, primarily due to two core challenges: the inhe

Cited by 0SourcecodeScholar
2022

Ray3D: Ray-Based 3D Human Pose Estimation for Monocular Absolute 3D Localization

CVPR 2022poster

In this paper, we propose a novel monocular ray-based 3D (Ray3D) absolute human pose estimation with calibrated camera. Accurate and generalizable absolute 3D human pose estimation from monocular 2D pose input is an ill-posed problem. To address this challenge, we convert the input from pixel space…

Cited by 78PDFcodeScholar
2021

Learning a Proposal Classifier for Multiple Object Tracking

CVPR 2021poster

The recent trend in multiple object tracking (MOT) is heading towards leveraging deep learning to boost the tracking performance. However, it is not trivial to solve the data-association problem in an end-to-end fashion. In this paper, we propose a novel proposal-based learnable framework, which mod…

Cited by 140PDFcodeScholar